{"id":"W4390532199","doi":"10.15353/joci.v19i1.5583","title":"Community informatics and artificial intelligence","year":2023,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Informatics; Artificial intelligence; Computer science; Data science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002908821,0.0004494504,0.0006472669,0.004472221,0.004320549,0.00919591,0.0009510235,0.002979275,0.0118264],"category_scores_gemma":[0.008298809,0.000225663,0.0003473887,0.006080841,0.01683334,0.01116177,0.003654722,0.003012567,0.0009613402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003757427,"about_ca_system_score_gemma":0.003181449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007013887,"about_ca_topic_score_gemma":0.005868965,"domain_scores_codex":[0.9977374,0.001202508,0.00008535686,0.0002583532,0.0005415181,0.0001747396],"domain_scores_gemma":[0.9935046,0.004071624,0.0004205399,0.0007182716,0.0006701939,0.0006145893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002188023,0.00001144596,0.0001704595,0.00002509087,0.000002723177,0.000009684054,0.0003418868,0.000115809,0.00000738901,0.9864407,0.006363648,0.006509071],"study_design_scores_gemma":[0.00000495397,0.000003428263,0.0001779308,0.00004053476,0.000002357431,0.00002592521,0.000537243,0.0004789335,0.00001124684,0.9592865,0.03942777,0.000003171835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02274647,0.04155003,0.03102512,0.103341,0.00256491,0.00008925017,0.0002201845,0.0002069133,0.7982562],"genre_scores_gemma":[0.9110052,0.01662717,0.01143214,0.006314381,0.004699185,0.000226802,0.0003163659,0.00009862664,0.04928024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0118264,"threshold_uncertainty_score":0.03956324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.159085004101757,"score_gpt":0.3266012677298051,"score_spread":0.167516263628048,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}